{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/forest-fire-inspectors-and-prevention-specialists/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Forest Fire Inspectors and Prevention Specialists", "soc_code": "33-2022", "category": "Protective Service", "us_employment": 2780, "median_annual_wage": 56870 }, "verdict": "EXPOSED", "risk_resistance": 62, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 13, "embodiment": 17, "liability_shield": 8, "trust_premium": 10, "judgment_accountability": 14 }, "reasoning": { "task_resistance": "At 13 the split is honest: the fuels inventory, defensible-space inspection, and origin-and-cause walk-through still require someone standing in the burn scar reading char patterns and grass stem indicators, but the fire-danger index calculation, permit intake, weather-station interpretation, and the daily prevention report that used to eat an afternoon are already being produced by NFDRS feeds and camera networks like ALERTWildfire — enough of the job has been peeled off to keep it out of the 14+ band.", "embodiment": "17 reflects that a normal shift means patrolling unpaved roads in fire weather, climbing to lookout posts, entering ash-covered structures during origin investigation, and inspecting slash piles and chimneys on private parcels in steep terrain — uncontrolled ground, smoke, heat, and no way to substitute a sensor for a boots-on-site fuels judgment; short of 20 only because a meaningful share of the week is spent on permits, plan review, and public-education briefings indoors.", "liability_shield": "8 because NWCG qualification cards (FPI, INVF) and red-card currency are real gatekeepers agencies enforce, but they are agency-issued task books rather than a state licence — nobody revokes a professional licence over your findings, and when your cause determination goes to civil cost-recovery litigation it is the agency and its counsel carrying the exposure, not your personal certification.", "trust_premium": "10 fits because getting a rancher to clear slash or a homeowner to cut brush around a structure runs on the fact that you are the same inspector who came by last season and did not write a citation — but the relationship is a compliance lever, not the deliverable, and much of the output (permits, danger postings, fuels data) reaches people who never learn your name.", "judgment_accountability": "14 is earned by the origin-and-cause call — you decide whether a fire was arson, equipment, or lightning, knowing that determination drives prosecution and cost recovery — plus discretionary calls on shutting down permitted burning, declaring industrial fire precaution levels, and whether a property passes defensible-space inspection when the standard says 'adequate'; it stops short of the highest band because burn-permit conditions and clearance distances come from written agency prescriptions." }, "rationale": "The core of this job is walking terrain — patrolling forest roads, inspecting properties for defensible space and code compliance, checking fuel loads, staffing lookouts, and investigating burn origins on the ground — none of which AI or current robotics performs. What is automating is the analytical wrapper: fire danger rating from weather and fuel-moisture feeds, satellite and camera-based smoke detection, burn-permit intake, risk mapping, and drafting inspection reports and public-education material. NWCG qualifications and agency authority give a moderate credential moat, but this is agency policy rather than statutory personal liability, and the occupation is tiny and budget-dependent.", "outlook": "Detection and risk analysis will be largely machine-run within a decade, but ground inspection, cause determination, and prescribed-burn execution keep this small occupation intact — the job shifts from watching for fire to verifying machines and working landowners.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State-level defensible-space inspection mandates that require a certified inspector's signed attestation as a condition of property insurance or real-estate transfer — California's Zone 0 ember-resistant zone rules (AB 3074, Board of Forestry regulations phasing in) plus insurer-required Safer from Wildfires verification would put a named human signature on each parcel report; similar rules exist in Colorado (HB24-1091 wildfire resiliency code) and Oregon (SB 762 defensible space code). If the attestation becomes the legal basis for coverage or sale, the signer's exposure and irreplaceability both rise.", "plausibility": "already happening", "would_add": 5 }, { "dimension": "judgment_accountability", "change": "Origin-and-cause determinations feeding cost-recovery litigation and criminal arson prosecution require a qualified investigator (NWCG FI-210/wildfire origin & cause) whose findings survive Daubert challenge and cross-examination; as utilities face multibillion-dollar liability suits (PG&E, Xcel Marshall Fire), the investigator of record's personal defensibility of a call under ambiguous burn-pattern evidence becomes the load-bearing element. If agencies formalize an 'investigator of record' role with deposition duty, this rises.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Genuine two-tier structure: if satellite/camera smoke detection (ALERTCalifornia, Pano AI) and automated fire-danger rating absorb the lookout, monitoring, and rating tier, the residual job is contested code enforcement against unwilling landowners, burn-permit judgment calls under marginal conditions, and courtroom-grade origin investigation — a harder task mix. Watch for lookout staffing lines disappearing from agency budgets while inspector FTEs hold.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "embodiment", "change": "Little headroom — already 17. Would only rise if defensible-space enforcement expands into dense wildland-urban interface parcels requiring under-deck, crawlspace, and vegetation-canopy inspection that drones cannot resolve.", "plausibility": "plausible", "would_add": 1 } ], "ceiling_note": "Trust premium has no realistic route: buyers are agencies and insurers, not individuals choosing a human, and nobody pays extra for a named prevention specialist. The binding constraint is not capability but headcount — 2,780 workers on discretionary agency budgets. A stronger liability shield could make each remaining position durable while the total shrinks." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 1960, "wage": 37380 }, { "y": 2018, "emp": 2130, "wage": 39600 }, { "y": 2019, "emp": 2160, "wage": 45270 }, { "y": 2020, "emp": 2900, "wage": 42150 }, { "y": 2021, "emp": 2770, "wage": 42600 }, { "y": 2022, "emp": 2290, "wage": 48110 }, { "y": 2023, "emp": 2270, "wage": 54080 }, { "y": 2024, "emp": 2780, "wage": 52380 }, { "y": 2025, "emp": 2780, "wage": 56870 } ], "from": 2017, "to": 2025, "change_pct": 41.8, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "first-line-supervisors-of-firefighting-and-prevention-workers", "title": "First-Line Supervisors of Firefighting and Prevention Workers", "verdict": "SAFE", "risk_resistance": 80, "median_wage": 93530, "overlap": 73, "skills_to_close": [ "Social Perceptiveness", "Service Orientation", "Management of Material Resources", "Management of Personnel Resources" ] }, { "slug": "firefighters", "title": "Firefighters", "verdict": "SAFE", "risk_resistance": 79, "median_wage": 59280, "overlap": 64, "skills_to_close": [ "Operation and Control", "Service Orientation", "Equipment Maintenance", "Equipment Selection" ] }, { "slug": "captains-mates-and-pilots-of-water-vessels", "title": "Captains, Mates, and Pilots of Water Vessels", "verdict": "SAFE", "risk_resistance": 74, "median_wage": 92460, "overlap": 60, "skills_to_close": [ "Operation and Control", "Repairing", "Equipment Maintenance", "Quality Control Analysis" ] } ], "license": "https://cookedindex.com/terms" }